Quoc Quan (❖,❖)@qanmessiyamal10
RITUAL CHAIN -TECHNOLOGY OVERVIEW (PART 4)
1. MODULAR COMPUTATIONAL INTEGRITY
The core challenge when bringing AI onchain is ensuring that the model ran correctly, was not tampered with, and was not swapped for a different model.
✅And that is the inspiration behind @ritualnet 's support for multiple distinct verification methods simultaneously:
❖ Zero-Knowledge Machine Learning (zkML): Provides mathematical proofs of the computation.
❖ TEE Attestations: Delivers hardware-level trust.
❖ Optimistic ML: Follows a model similar to optimistic rollups (like Ethereum L2s — Arbitrum, Optimism).
❖ Probabilistic Proof Machine Learning: For cases where a full proof is not needed.
All methods are supported natively and agnostically, meaning developers can choose the approach that best fits their specific use case.
✅Real-world analogies:
❖ TEE → Trusted employee working inside a secure company office.
❖ ZK → Notarized document with an official government seal.
❖ Optimistic → Unsecured loan (based on trust, with challenge period).
❖ Probabilistic → No need for full proof; accept a certain probability, even “blind bag” / lottery-style verification.
=> Covers all scenarios, ranging from guaranteed items to "blind bag" secrets.
2. VERIFIABLE PROVENANCE & vTUNE
One of the biggest problems in AI today is that no one can be sure whether the running model is the original one, and model creators have no reliable way to prove ownership or collect fees when others use their models.
Ritual solves this with Verifiable Provenance: a set of primitives that allow model creators to cryptographically prove ownership of their models even in a fully open, “wild” environment.
The first mechanism built on top of these primitives is vTune.
It enables precise attribution tracking for both model creators and data providers.
This unlocks the creation of a true onchain model marketplace where models can be bought, sold, and borrowed with verifiable proof of origin and usage.
In simple terms
“Whose model is this, and who should get paid?”
For buyers -buy directly from the rightful owner
For creators-receive fair compensation for their work and intellectual property.
Most importantly
It eliminates the need for trusted third parties.
@dunken9718 @Jez_Cryptoz @0xMadScientist @SaintLee04 @ericgudboy
